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MMLU vs AI2 Reasoning Challenge (ARC)

Side-by-side comparison of MMLU (Benchmark) and AI2 Reasoning Challenge (ARC) (Benchmark).

80.5
Composite Score
MMLU
Benchmark · UC Berkeley / CRFM
80.7
Composite Score
AI2 Reasoning Challenge (ARC)
Benchmark · Allen Institute for AI (AI2)
Overall Winner
AI2 Reasoning Challenge (ARC)
MMLU wins 4 of 6 categories · AI2 Reasoning Challenge (ARC) wins 2 of 6 categories

Score Comparison

MMLUvsAI2 Reasoning Challenge (ARC)
Composite
80.5:80.7
Adoption
96:78
Quality
88:85
Freshness
74:65
Citations
98:88
Engagement
0:70

Details

FieldMMLUAI2 Reasoning Challenge (ARC)
TypeBenchmarkBenchmark
ProviderUC Berkeley / CRFMAllen Institute for AI (AI2)
Version1.0v1.1
Categoryllmsai-benchmarks
Pricingopen-sourcefree
LicenseMITCC BY-SA 4.0
DescriptionMassive Multitask Language Understanding benchmark covering 57 academic subjects from STEM to humanities. Measures broad knowledge and reasoning ability through multiple-choice questions at varying difficulty levels from elementary to professional.The AI2 Reasoning Challenge (ARC) is a question-answering dataset designed to evaluate advanced reasoning capabilities in AI systems. It consists of elementary-level science questions specifically crafted to be difficult for retrieval-based methods and require deeper understanding and reasoning to answer correctly.

Capabilities

Only MMLU

model-evaluationknowledge-testingmulti-domain-assessmentreasoning-evaluation

Shared

None

Only AI2 Reasoning Challenge (ARC)

commonsense-reasoningscientific-reasoningknowledge-integrationinference

Integrations

Only MMLU

lm-eval-harnesshelm

Shared

None

Only AI2 Reasoning Challenge (ARC)

None

Tags

Only MMLU

benchmarkevaluationknowledgemultitask

Shared

reasoning

Only AI2 Reasoning Challenge (ARC)

question-answeringscienceelementary-schoolai2

Use Cases

MMLU

  • model comparison
  • knowledge assessment
  • training evaluation
  • research

AI2 Reasoning Challenge (ARC)

  • ai research
  • model evaluation
  • educational ai
  • knowledge representation
Share this comparison
https://aaas.blog/compare/mmlu-vs-ai2-reasoning-challenge-arc

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